Foundations of Machine Learning

Abstract

This chapter focuses on providing a complete grasp of the foundations of machine learning (ML). Machine learning is a rapidly evolving domain with wide-ranging applications, from natural language processing to autonomous vehicles. This chapter explores the basic ideas, techniques, and methodologies that underpin ML, laying the groundwork for a deeper dive into more advanced topics. Machine learning is a pivotal technology that has revolutionized numerous industries and continues to shape the future of artificial intelligence. Understanding its fundamental concepts is essential for anyone looking to explore the vast landscape of ML applications. This chapter will serve as a crucial reference point for readers embarking on their journey into the world of machine learning.